pmp/extratropical-modes-of-variability-pna/cmip7
Committed artefacts
diagnostic.json
in PR
changed
c1a02dc627ee -> 96d09c0d99f9
packages/climate-ref-pmp/tests/test-data/extratropical-modes-of-variability-pna/cmip7/regression/diagnostic.json
--- old+++ new@@ -85,7 +85,7 @@ "cor_glo": 0.9195546, "frac": 0.442101, "frac_cbf_regrid": 0.4013135,- "mean": -3.759713e-14,+ "mean": -2.882082e-15, "mean_glo": 1.108599, "rms": 0.3981982, "rms_glo": 0.4932283,@@ -100,7 +100,7 @@ "cor": 0.9725514, "cor_glo": 0.9145459, "frac": 0.4459002,- "mean": -3.846518e-14,+ "mean": -2.869759e-15, "mean_glo": 1.148775, "rms": 0.4910956, "rms_glo": 0.5359746,@@ -124,7 +124,7 @@ "cor_glo": 0.4985774, "frac": 0.2306745, "frac_cbf_regrid": 0.1966832,- "mean": -1.462947e-15,+ "mean": -7.735754e-17, "mean_glo": 0.04575654, "rms": 0.2873615, "rms_glo": 0.3604348,@@ -139,7 +139,7 @@ "cor": 0.6705735, "cor_glo": 0.3899653, "frac": 0.2736954,- "mean": -2.151635e-15,+ "mean": -2.348109e-16, "mean_glo": 0.06595961, "rms": 0.5761246, "rms_glo": 0.4117775,@@ -163,7 +163,7 @@ "cor_glo": 0.8278275, "frac": 0.3922779, "frac_cbf_regrid": 0.3213323,- "mean": -7.79052e-15,+ "mean": -7.297623e-16, "mean_glo": 0.2335774, "rms": 0.4787085, "rms_glo": 0.3444954,@@ -178,7 +178,7 @@ "cor": 0.894664, "cor_glo": 0.7959059, "frac": 0.4079202,- "mean": -6.476127e-15,+ "mean": -3.888414e-16, "mean_glo": 0.193311, "rms": 0.6119924, "rms_glo": 0.3900527,@@ -202,7 +202,7 @@ "cor_glo": 0.5642451, "frac": 0.2641003, "frac_cbf_regrid": 0.2219144,- "mean": -6.320042e-15,+ "mean": -4.162246e-16, "mean_glo": 0.1902624, "rms": 0.3304454, "rms_glo": 0.4418701,@@ -217,7 +217,7 @@ "cor": 0.8803366, "cor_glo": 0.5074893, "frac": 0.2782871,- "mean": -6.214617e-15,+ "mean": -4.737293e-16, "mean_glo": 0.1864355, "rms": 0.4966898, "rms_glo": 0.4774734,
Captured baseline
-
EG_Spec_North_test_PNA_DJF_20CR-V2_1900-2005.png29,518 Bchanged -
EG_Spec_North_test_PNA_JJA_20CR-V2_1900-2005.png28,050 Bchanged -
EG_Spec_North_test_PNA_MAM_20CR-V2_1900-2005.png28,864 Bchanged -
EG_Spec_North_test_PNA_SON_20CR-V2_1900-2005.png28,955 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png77,764 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png77,816 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png194,623 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png105,886 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png194,800 Bchanged -
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,647 Bchanged -
PNA_psl_EOF1_DJF_obs_1900-2005.nc415,708 Bchanged -
PNA_psl_EOF1_DJF_obs_1900-2005.png76,581 Bchanged -
PNA_psl_EOF1_DJF_obs_1900-2005_teleconnection.png103,992 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png74,237 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png73,361 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png190,800 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png105,392 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png191,984 Bchanged -
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,123 Bchanged -
PNA_psl_EOF1_JJA_obs_1900-2005.nc415,708 Bchanged -
PNA_psl_EOF1_JJA_obs_1900-2005.png71,954 Bchanged -
PNA_psl_EOF1_JJA_obs_1900-2005_teleconnection.png104,913 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png75,642 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png75,756 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png189,148 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png104,815 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png190,689 Bchanged -
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png105,537 Bchanged -
PNA_psl_EOF1_MAM_obs_1900-2005.nc415,708 Bchanged -
PNA_psl_EOF1_MAM_obs_1900-2005.png75,060 Bchanged -
PNA_psl_EOF1_MAM_obs_1900-2005_teleconnection.png103,040 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc690,881 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png75,039 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc690,632 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png75,448 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png189,709 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png104,516 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png190,138 Bchanged -
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png104,873 Bchanged -
PNA_psl_EOF1_SON_obs_1900-2005.nc415,708 Bchanged -
PNA_psl_EOF1_SON_obs_1900-2005.png75,152 Bchanged -
PNA_psl_EOF1_SON_obs_1900-2005_teleconnection.png102,311 Bchanged -
diagnostic.json9,038 Bchanged -
output.json14,193 B -
regression/ -
diagnostic.jsonchanged -
output.json -
series.json -
series.json2 B -
var_mode_PNA_EOF1_stat_cmip7_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json12,328 Bchanged
Images
EG_Spec_North_test_PNA_DJF_20CR-V2_1900-2005.png
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32,055 B -> 29,518 B (-2,537)
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EG_Spec_North_test_PNA_JJA_20CR-V2_1900-2005.png
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30,777 B -> 28,050 B (-2,727)
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EG_Spec_North_test_PNA_MAM_20CR-V2_1900-2005.png
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31,724 B -> 28,864 B (-2,860)
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EG_Spec_North_test_PNA_SON_20CR-V2_1900-2005.png
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31,584 B -> 28,955 B (-2,629)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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94,155 B -> 77,764 B (-16,391)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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94,147 B -> 77,816 B (-16,331)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
changed
217,836 B -> 194,623 B (-23,213)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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118,584 B -> 105,886 B (-12,698)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png
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218,119 B -> 194,800 B (-23,319)
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PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,019 B -> 105,647 B (-12,372)
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PNA_psl_EOF1_DJF_obs_1900-2005.png
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89,243 B -> 76,581 B (-12,662)
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PNA_psl_EOF1_DJF_obs_1900-2005_teleconnection.png
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116,007 B -> 103,992 B (-12,015)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
90,777 B -> 74,237 B (-16,540)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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90,107 B -> 73,361 B (-16,746)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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215,837 B -> 190,800 B (-25,037)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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118,817 B -> 105,392 B (-13,425)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png
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217,007 B -> 191,984 B (-25,023)
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PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,837 B -> 105,123 B (-13,714)
old
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PNA_psl_EOF1_JJA_obs_1900-2005.png
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85,636 B -> 71,954 B (-13,682)
old
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PNA_psl_EOF1_JJA_obs_1900-2005_teleconnection.png
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115,967 B -> 104,913 B (-11,054)
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
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92,493 B -> 75,642 B (-16,851)
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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92,906 B -> 75,756 B (-17,150)
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
changed
215,044 B -> 189,148 B (-25,896)
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
changed
119,151 B -> 104,815 B (-14,336)
old
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png
changed
215,623 B -> 190,689 B (-24,934)
old
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PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
changed
119,154 B -> 105,537 B (-13,617)
old
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PNA_psl_EOF1_MAM_obs_1900-2005.png
changed
88,143 B -> 75,060 B (-13,083)
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PNA_psl_EOF1_MAM_obs_1900-2005_teleconnection.png
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114,881 B -> 103,040 B (-11,841)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.png
changed
92,336 B -> 75,039 B (-17,297)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.png
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92,437 B -> 75,448 B (-16,989)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_compare_obs.png
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214,722 B -> 189,709 B (-25,013)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf_teleconnection.png
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118,263 B -> 104,516 B (-13,747)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_eof1_compare_obs.png
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215,690 B -> 190,138 B (-25,552)
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PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_teleconnection.png
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118,297 B -> 104,873 B (-13,424)
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PNA_psl_EOF1_SON_obs_1900-2005.png
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88,345 B -> 75,152 B (-13,193)
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PNA_psl_EOF1_SON_obs_1900-2005_teleconnection.png
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114,553 B -> 102,311 B (-12,242)
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Text
diagnostic.json
changed
9,035 B -> 9,038 B (+3)
c31ff7197e2a -> 8f78dba940a5
old new
--- old+++ new@@ -79,35 +79,35 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.007562917379716921,- "bias_glo": 0.37895201520013366,- "cor": 0.9834316980881805,- "cor_glo": 0.9195545742808967,- "frac": 0.442101019413336,- "frac_cbf_regrid": 0.401313494189634,- "mean": -3.759713273387788e-14,- "mean_glo": 1.1085989207297446,- "rms": 0.39819817702092924,- "rms_glo": 0.49322828362867605,- "rmsc": 0.18203456174881483,- "rmsc_glo": 0.40111202005836283,- "stdv_pc": 1.8280794168674366,- "stdv_pc_ratio_to_obs": 1.1311935905381316- },- "eof1": {- "bias": 0.0076336753242703574,- "bias_glo": 0.4191276792189507,- "cor": 0.9725513608300688,- "cor_glo": 0.9145458697873307,- "frac": 0.44590022588395417,- "mean": -3.8465180153880745e-14,- "mean_glo": 1.14877458438275,- "rms": 0.49109559938308106,- "rms_glo": 0.5359745830882061,- "rmsc": 0.23430168448465225,- "rmsc_glo": 0.413410523555309,- "stdv_pc": 1.8791158569511672,- "stdv_pc_ratio_to_obs": 1.1627743267872865+ "bias": 0.007562917379708437,+ "bias_glo": 0.37895201520015076,+ "cor": 0.9834316980881821,+ "cor_glo": 0.9195545742808964,+ "frac": 0.4421010194133356,+ "frac_cbf_regrid": 0.40131349418963036,+ "mean": -2.8820817336058053e-15,+ "mean_glo": 1.108598920729796,+ "rms": 0.3981981770209315,+ "rms_glo": 0.49322828362868604,+ "rmsc": 0.18203456174881552,+ "rmsc_glo": 0.40111202005836954,+ "stdv_pc": 1.8280794168674368,+ "stdv_pc_ratio_to_obs": 1.131193590538131+ },+ "eof1": {+ "bias": 0.00763367532426186,+ "bias_glo": 0.41912767921897054,+ "cor": 0.9725513608300681,+ "cor_glo": 0.914545869787331,+ "frac": 0.44590022588395367,+ "mean": -2.869759293889676e-15,+ "mean_glo": 1.1487745843828048,+ "rms": 0.49109559938308406,+ "rms_glo": 0.5359745830882174,+ "rmsc": 0.23430168448465316,+ "rmsc_glo": 0.4134105235553161,+ "stdv_pc": 1.879115856951166,+ "stdv_pc_ratio_to_obs": 1.1627743267872848 } }, "JJA": {@@ -118,35 +118,35 @@ "period": "1900-2005" }, "cbf": {- "bias": -0.0026974845377139445,- "bias_glo": -0.004385769717076747,- "cor": 0.9097263383272914,- "cor_glo": 0.49857736036261363,- "frac": 0.23067453812437866,- "frac_cbf_regrid": 0.19668315930409333,- "mean": -1.462947426298198e-15,- "mean_glo": 0.045756535076493,- "rms": 0.2873615317539928,- "rms_glo": 0.36043482813486466,- "rmsc": 0.4249086237962121,- "rmsc_glo": 1.0014216369118667,- "stdv_pc": 0.6276112861333848,- "stdv_pc_ratio_to_obs": 0.9650817076852086- },- "eof1": {- "bias": -2.688042672442378e-05,- "bias_glo": 0.015817302019644455,- "cor": 0.6705734882239486,- "cor_glo": 0.3899653432747396,- "frac": 0.2736954067813516,- "mean": -2.15163489043296e-15,- "mean_glo": 0.06595960954034791,- "rms": 0.576124571915017,- "rms_glo": 0.41177747445190666,- "rmsc": 0.8116976196623785,- "rmsc_glo": 1.104567476148678,- "stdv_pc": 0.7589778322581704,- "stdv_pc_ratio_to_obs": 1.1670848479535811+ "bias": -0.002697484537714142,+ "bias_glo": -0.0043857697170771835,+ "cor": 0.9097263383272907,+ "cor_glo": 0.49857736036261396,+ "frac": 0.23067453812437858,+ "frac_cbf_regrid": 0.19668315930409133,+ "mean": -7.735753821792303e-17,+ "mean_glo": 0.04575653507649503,+ "rms": 0.2873615317539946,+ "rms_glo": 0.3604348281348769,+ "rmsc": 0.42490862379621347,+ "rmsc_glo": 1.0014216369118838,+ "stdv_pc": 0.627611286133385,+ "stdv_pc_ratio_to_obs": 0.9650817076852088+ },+ "eof1": {+ "bias": -2.6880426724637807e-05,+ "bias_glo": 0.015817302019645436,+ "cor": 0.6705734882239485,+ "cor_glo": 0.38996534327473986,+ "frac": 0.2736954067813519,+ "mean": -2.3481093459068674e-16,+ "mean_glo": 0.06595960954035109,+ "rms": 0.5761245719150203,+ "rms_glo": 0.4117774744519208,+ "rmsc": 0.811697619662381,+ "rmsc_glo": 1.104567476148697,+ "stdv_pc": 0.758977832258172,+ "stdv_pc_ratio_to_obs": 1.1670848479535834 } }, "MAM": {@@ -157,35 +157,35 @@ "period": "1900-2005" }, "cbf": {- "bias": -0.0008810760299144064,- "bias_glo": -0.030396500205246126,- "cor": 0.9379068101199642,- "cor_glo": 0.8278275380777698,- "frac": 0.3922778739623591,- "frac_cbf_regrid": 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var_mode_PNA_EOF1_stat_cmip7_historical_mo_atm_ACCESS-ESM1-5_r1i1p1f1_1900-2005_cmec.json
changed
12,333 B -> 12,328 B (-5)
1e6250590776 -> 46f672b94c68
old new
--- old+++ new@@ -53,28 +53,28 @@ "defaultReference": { "PNA": { "DJF": {- "frac": 0.3466817076696183,- "mean": -7.58273812541342e-15,- "mean_glo": 0.7296469168459775,- "stdv_pc": 1.6160623894604833+ "frac": 0.3466817076696184,+ "mean": 8.983129275275128e-16,+ "mean_glo": 0.729646916846037,+ "stdv_pc": 1.6160623894604846 }, "JJA": {- "frac": 0.2364413115369768,- "mean": -8.00611219397623e-17,- "mean_glo": 0.05014230544946751,- "stdv_pc": 0.6503193264731318+ "frac": 0.23644131153697692,+ "mean": -2.985329970635239e-17,+ "mean_glo": 0.05014230544947111,+ "stdv_pc": 0.650319326473132 }, "MAM": {- "frac": 0.30707343904834644,- "mean": -3.256723604329314e-15,- "mean_glo": 0.26397389722542075,- "stdv_pc": 1.1120298726313596+ "frac": 0.30707343904834694,+ "mean": 4.3151587757363904e-16,+ "mean_glo": 0.263973897225442,+ "stdv_pc": 1.11202987263136 }, "SON": { "frac": 0.2844458425090978,- "mean": -2.5348165387029828e-15,- "mean_glo": 0.32703070045462784,- "stdv_pc": 0.9415779494413337+ "mean": 3.22958424095994e-16,+ "mean_glo": 0.3270307004546534,+ "stdv_pc": 0.9415779494413336 } }, "period": "1900-2005",@@ -96,35 +96,35 @@ "period": "1900-2005" }, "cbf": {- "bias": 0.007562917379716921,- "bias_glo": 0.37895201520013366,- "cor": 0.9834316980881805,- "cor_glo": 0.9195545742808967,- "frac": 0.442101019413336,- "frac_cbf_regrid": 0.401313494189634,- "mean": -3.759713273387788e-14,- "mean_glo": 1.1085989207297446,- "rms": 0.39819817702092924,- "rms_glo": 0.49322828362867605,- "rmsc": 0.18203456174881483,- "rmsc_glo": 0.40111202005836283,- "stdv_pc": 1.8280794168674366,- "stdv_pc_ratio_to_obs": 1.1311935905381316- },- "eof1": {- "bias": 0.0076336753242703574,- "bias_glo": 0.4191276792189507,- "cor": 0.9725513608300688,- "cor_glo": 0.9145458697873307,- "frac": 0.44590022588395417,- "mean": -3.8465180153880745e-14,- "mean_glo": 1.14877458438275,- "rms": 0.49109559938308106,- "rms_glo": 0.5359745830882061,- "rmsc": 0.23430168448465225,- "rmsc_glo": 0.413410523555309,- "stdv_pc": 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} },@@ -136,36 +136,36 @@ "period": "1900-2005" }, "cbf": {- "bias": -0.0026974845377139445,- "bias_glo": -0.004385769717076747,- "cor": 0.9097263383272914,- "cor_glo": 0.49857736036261363,- "frac": 0.23067453812437866,- "frac_cbf_regrid": 0.19668315930409333,- "mean": -1.462947426298198e-15,- "mean_glo": 0.045756535076493,- "rms": 0.2873615317539928,- "rms_glo": 0.36043482813486466,- "rmsc": 0.4249086237962121,- "rmsc_glo": 1.0014216369118667,- "stdv_pc": 0.6276112861333848,- "stdv_pc_ratio_to_obs": 0.9650817076852086- },- "eof1": {- "bias": -2.688042672442378e-05,- "bias_glo": 0.015817302019644455,- "cor": 0.6705734882239486,- "cor_glo": 0.3899653432747396,- "frac": 0.2736954067813516,- "mean": -2.15163489043296e-15,- "mean_glo": 0.06595960954034791,- "rms": 0.576124571915017,- "rms_glo": 0.41177747445190666,- "rmsc": 0.8116976196623785,- "rmsc_glo": 1.104567476148678,- "stdv_pc": 0.7589778322581704,- "stdv_pc_ratio_to_obs": 1.1670848479535811,- "tcor_cbf_vs_eof_pc": 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"period": "1900-2005" }, "cbf": {- "bias": -0.0008810760299144064,- "bias_glo": -0.030396500205246126,- "cor": 0.9379068101199642,- "cor_glo": 0.8278275380777698,- "frac": 0.3922778739623591,- "frac_cbf_regrid": 0.3213322809889682,- "mean": -7.790520220530413e-15,- "mean_glo": 0.23357739564326785,- "rms": 0.4787084629157774,- "rms_glo": 0.34449537343127995,- "rmsc": 0.3524008773889316,- "rmsc_glo": 0.5868090867480591,- "stdv_pc": 1.2440856682742716,- "stdv_pc_ratio_to_obs": 1.1187520217693727- },- "eof1": {- "bias": -0.002017288280661998,- "bias_glo": -0.07066291761472206,- "cor": 0.8946639864216964,- "cor_glo": 0.7959059298054102,+ "bias": -0.0008810760299180721,+ "bias_glo": -0.030396500205251382,+ "cor": 0.9379068101199649,+ "cor_glo": 0.827827538077769,+ "frac": 0.39227787396235897,+ "frac_cbf_regrid": 0.3213322809889651,+ "mean": -7.297622631885483e-16,+ "mean_glo": 0.23357739564327876,+ "rms": 0.47870846291578056,+ "rms_glo": 0.3444953734312921,+ "rmsc": 0.35240087738893305,+ "rmsc_glo": 0.5868090867480695,+ "stdv_pc": 1.2440856682742718,+ "stdv_pc_ratio_to_obs": 1.1187520217693725+ },+ "eof1": {+ "bias": -0.002017288280665758,+ "bias_glo": -0.07066291761473004,+ "cor": 0.8946639864216961,+ "cor_glo": 0.7959059298054096, "frac": 0.4079201865153728,- "mean": -6.476126650809992e-15,- "mean_glo": 0.19331097768823716,- "rms": 0.6119924470184734,- "rms_glo": 0.3900526898218476,- "rmsc": 0.45899019909825894,- "rmsc_glo": 0.6388960396086886,- "stdv_pc": 1.369149464823691,- "stdv_pc_ratio_to_obs": 1.2312164434790929,+ "mean": -3.888414310423034e-16,+ "mean_glo": 0.19331097768824584,+ "rms": 0.6119924470184775,+ "rms_glo": 0.39005268982186175,+ "rmsc": 0.45899019909826066,+ "rmsc_glo": 0.6388960396086999,+ "stdv_pc": 1.3691494648236908,+ "stdv_pc_ratio_to_obs": 1.231216443479092, "tcor_cbf_vs_eof_pc": 0.9724704142932529 } },@@ -216,36 +216,36 @@ "period": "1900-2005" }, "cbf": {- "bias": -0.00026539548319546495,- "bias_glo": -0.13676831260166722,- "cor": 0.9463495788019701,- "cor_glo": 0.5642451413092116,- "frac": 0.26410032520456816,- "frac_cbf_regrid": 0.22191440807579266,- "mean": -6.3200424144056915e-15,- "mean_glo": 0.19026239399938796,- "rms": 0.3304454193417667,- "rms_glo": 0.44187006941428353,- "rmsc": 0.327568063935984,- "rmsc_glo": 0.9335468521808482,- "stdv_pc": 0.965239411131593,+ "bias": -0.00026539548319846825,+ "bias_glo": -0.1367683126016796,+ "cor": 0.9463495788019706,+ "cor_glo": 0.5642451413092117,+ "frac": 0.26410032520456844,+ "frac_cbf_regrid": 0.22191440807579083,+ "mean": -4.162246304114797e-16,+ "mean_glo": 0.19026239399939668,+ "rms": 0.3304454193417685,+ "rms_glo": 0.44187006941429974,+ "rmsc": 0.32756806393598475,+ "rmsc_glo": 0.9335468521808646,+ "stdv_pc": 0.9652394111315928, "stdv_pc_ratio_to_obs": 1.025129583487271 }, "eof1": {- "bias": -0.0008365509731680623,- "bias_glo": -0.1405952190784954,- "cor": 0.8803366198435235,- "cor_glo": 0.5074892758576172,- "frac": 0.27828706596066766,- "mean": -6.214617096834366e-15,- "mean_glo": 0.1864354877314658,- "rms": 0.49668981001838114,- "rms_glo": 0.4774734270896058,- "rmsc": 0.48921034414606945,- "rmsc_glo": 0.9924824739210196,- "stdv_pc": 1.05839449595282,- "stdv_pc_ratio_to_obs": 1.1240646582482068,- "tcor_cbf_vs_eof_pc": 0.9541655543491283+ "bias": -0.0008365509731710695,+ "bias_glo": -0.1405952190776186,+ "cor": 0.8803366198435242,+ "cor_glo": 0.5074892758592284,+ "frac": 0.2782870659606673,+ "mean": -4.7372934908675e-16,+ "mean_glo": 0.1864354877314741,+ "rms": 0.4966898100183838,+ "rms_glo": 0.47747342708859564,+ "rmsc": 0.4892103441460707,+ "rmsc_glo": 0.992482473919429,+ "stdv_pc": 1.0583944959528193,+ "stdv_pc_ratio_to_obs": 1.1240646582482061,+ "tcor_cbf_vs_eof_pc": 0.9541655543491282 } }, "attributes": {
NetCDF
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:43:08 ;+ :creation_date = 2026-09-07 01:19:11 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:43:08 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:11 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -5.1055 -> -5.1055 | 3.46658 -> 3.46658 | 1.32419 -> 1.32419 | 0 -> 0 | 3.9968e-14 | 7.82843e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.4459 -> 0.4459 | 0.4459 -> 0.4459 | 0.4459 -> 0.4459 | 0 -> 0 | 4.996e-16 | 1.12043e-15 | 1 |
intercept noise |
145x192 -> 145x192 | -0.0651864 -> -0.0651864 | 0.177153 -> 0.177153 | 0.0244732 -> 0.0244732 | 0 -> 0 | 1.19349e-15 | 6.73706e-15 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -5.19784 -> -5.19784 | 4.98985 -> 4.98985 | 6.5985e-17 -> -7.54114e-17 | 0 -> 0 | 8.88178e-15 | 1.70875e-15 | 104 |
slope noise |
145x192 -> 145x192 | -2.68235 -> -2.68235 | 1.80672 -> 1.80672 | 0.691665 -> 0.691665 | 0 -> 0 | 2.19824e-14 | 8.19522e-15 | 27,840 |
PNA_psl_EOF1_DJF_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:40:25 ;+ :creation_date = 2026-09-07 01:19:01 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:40:25 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:01 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -5.06835 -> -5.06835 | 3.47196 -> 3.47196 | 1.27412 -> 1.27412 | 0 -> 0 | 4.08562e-14 | 8.06104e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.442101 -> 0.442101 | 0.442101 -> 0.442101 | 0.442101 -> 0.442101 | 0 -> 0 | 3.88578e-16 | 8.78935e-16 | 1 |
intercept noise |
145x192 -> 145x192 | -0.0634673 -> -0.0634673 | 0.148539 -> 0.148539 | 0.0102336 -> 0.0102336 | 0 -> 0 | 2.15453e-15 | 1.45048e-14 | 27,673 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -4.74409 -> -4.74409 | 4.74631 -> 4.74631 | 0.0205961 -> 0.0205961 | 0 -> 0 | 4.44089e-15 | 9.35652e-16 | 99 |
slope noise |
145x192 -> 145x192 | -2.76833 -> -2.76833 | 1.8811 -> 1.8811 | 0.691375 -> 0.691375 | 0 -> 0 | 2.22045e-14 | 8.0209e-15 | 27,840 |
PNA_psl_EOF1_DJF_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:38:11 ;+ :creation_date = 2026-09-07 01:18:24 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:38:11 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:18:24 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -4.42328 -> -4.42328 | 3.11462 -> 3.11462 | 0.872977 -> 0.872977 | 0 -> 0 | 1.06581e-14 | 2.40955e-15 | 16,380 |
frac noise |
scalar -> scalar | 0.346682 -> 0.346682 | 0.346682 -> 0.346682 | 0.346682 -> 0.346682 | 0 -> 0 | 1.11022e-16 | 3.20243e-16 | 1 |
intercept noise |
91x180 -> 91x180 | -0.124457 -> -0.124457 | 0.113718 -> 0.113718 | -0.0100137 -> -0.0100137 | 0 -> 0 | 7.35523e-16 | 5.90987e-15 | 16,307 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.8324 -> -3.8324 | 3.19521 -> 3.19521 | -2.21259e-17 -> 9.16458e-19 | 0 -> 0 | 6.21725e-15 | 1.62229e-15 | 101 |
slope noise |
91x180 -> 91x180 | -2.73849 -> -2.73849 | 1.91852 -> 1.91852 | 0.546384 -> 0.546384 | 0 -> 0 | 7.54952e-15 | 2.75682e-15 | 16,380 |
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:50:07 ;+ :creation_date = 2026-09-07 01:20:22 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:50:07 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:20:22 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.57997 -> -1.57997 | 2.18755 -> 2.18755 | 0.146524 -> 0.146524 | 0 -> 0 | 4.44089e-15 | 2.03007e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.273695 -> 0.273695 | 0.273695 -> 0.273695 | 0.273695 -> 0.273695 | 0 -> 0 | 2.77556e-16 | 1.0141e-15 | 1 |
intercept |
145x192 -> 145x192 | -8.62675e-16 -> -5.90425e-16 | 6.9014e-16 -> 3.78286e-16 | -3.36582e-17 -> -4.6747e-17 | 0 -> 0 | 9.27503e-16 | 1.07515 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.77041 -> -1.77041 | 1.80203 -> 1.80203 | -3.77057e-17 -> 5.65585e-17 | 0 -> 0 | 3.77476e-15 | 2.09472e-15 | 105 |
slope noise |
145x192 -> 145x192 | -2.08171 -> -2.08171 | 2.88224 -> 2.88224 | 0.193054 -> 0.193054 | 0 -> 0 | 7.10543e-15 | 2.46525e-15 | 27,529 |
PNA_psl_EOF1_JJA_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:47:04 ;+ :creation_date = 2026-09-07 01:20:12 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:47:04 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:20:12 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -1.19384 -> -1.19384 | 1.93336 -> 1.93336 | 0.147362 -> 0.147362 | 0 -> 0 | 2.44249e-15 | 1.26334e-15 | 27,710 |
frac noise |
scalar -> scalar | 0.230675 -> 0.230675 | 0.230675 -> 0.230675 | 0.230675 -> 0.230675 | 0 -> 0 | 8.32667e-17 | 3.60971e-16 | 1 |
intercept |
145x192 -> 145x192 | -1.63651e-12 -> -1.63627e-12 | 1.01057e-12 -> 1.01038e-12 | -1.24747e-13 -> -1.24742e-13 | 0 -> 0 | 7.83343e-16 | 0.000478667 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.52852 -> -1.52852 | 1.27828 -> 1.27828 | 5.31229e-13 -> 5.31244e-13 | 0 -> 0 | 1.33227e-15 | 8.71606e-16 | 103 |
slope noise |
145x192 -> 145x192 | -1.9022 -> -1.9022 | 3.0805 -> 3.0805 | 0.234799 -> 0.234799 | 0 -> 0 | 4.21885e-15 | 1.36953e-15 | 27,222 |
PNA_psl_EOF1_JJA_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:38:59 ;+ :creation_date = 2026-09-07 01:18:34 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:38:59 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:18:34 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -1.02001 -> -1.02001 | 1.80052 -> 1.80052 | 0.215533 -> 0.215533 | 0 -> 0 | 1.77636e-15 | 9.8658e-16 | 15,498 |
frac noise |
scalar -> scalar | 0.236441 -> 0.236441 | 0.236441 -> 0.236441 | 0.236441 -> 0.236441 | 0 -> 0 | 1.11022e-16 | 4.69555e-16 | 1 |
intercept |
91x180 -> 91x180 | -2.41549e-15 -> -2.43651e-15 | 2.79291e-15 -> 2.70986e-15 | 2.83363e-17 -> -1.461e-17 | 0 -> 0 | 6.7597e-16 | 0.24203 | 16,380 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -1.31692 -> -1.31692 | 1.78235 -> 1.78235 | -1.78055e-17 -> 6.96508e-17 | 0 -> 0 | 2.44249e-15 | 1.37037e-15 | 97 |
slope noise |
91x180 -> 91x180 | -1.56848 -> -1.56848 | 2.76867 -> 2.76867 | 0.331426 -> 0.331426 | 0 -> 0 | 2.66454e-15 | 9.62388e-16 | 15,441 |
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:46:15 ;+ :creation_date = 2026-09-07 01:19:46 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:46:15 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:46 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.93886 -> -2.93886 | 4.732 -> 4.732 | 0.463562 -> 0.463562 | 0 -> 0 | 8.88178e-15 | 1.87696e-15 | 27,840 |
frac |
scalar -> scalar | 0.40792 -> 0.40792 | 0.40792 -> 0.40792 | 0.40792 -> 0.40792 | 0 -> 0 | 0 | 0 | 0 |
intercept |
145x192 -> 145x192 | -6.9014e-16 -> -3.99669e-16 | 8.62675e-16 -> 4.84763e-16 | 2.15108e-17 -> -1.10778e-18 | 0 -> 0 | 7.91697e-16 | 0.917723 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.47521 -> -3.47521 | 3.24909 -> 3.24909 | -6.91271e-17 -> -4.18952e-17 | 0 -> 0 | 6.18255e-15 | 1.77905e-15 | 102 |
slope noise |
145x192 -> 145x192 | -2.14648 -> -2.14648 | 3.45616 -> 3.45616 | 0.338576 -> 0.338576 | 0 -> 0 | 7.10543e-15 | 2.05587e-15 | 27,840 |
PNA_psl_EOF1_MAM_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:43:58 ;+ :creation_date = 2026-09-07 01:19:35 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:43:58 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:19:35 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -3.22046 -> -3.22046 | 4.49462 -> 4.49462 | 0.487163 -> 0.487163 | 0 -> 0 | 9.76996e-15 | 2.1737e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.392278 -> 0.392278 | 0.392278 -> 0.392278 | 0.392278 -> 0.392278 | 0 -> 0 | 1.11022e-16 | 2.8302e-16 | 1 |
intercept |
145x192 -> 145x192 | -4.49468e-10 -> -4.49467e-10 | 6.27298e-10 -> 6.27297e-10 | 6.79916e-11 -> 6.79915e-11 | 0 -> 0 | 1.38289e-15 | 2.20453e-06 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -2.67879 -> -2.67879 | 3.21848 -> 3.21848 | -1.73632e-10 -> -1.73632e-10 | 0 -> 0 | 2.60902e-15 | 8.1064e-16 | 101 |
slope noise |
145x192 -> 145x192 | -2.58862 -> -2.58862 | 3.61279 -> 3.61279 | 0.391584 -> 0.391584 | 0 -> 0 | 7.54952e-15 | 2.08966e-15 | 27,840 |
PNA_psl_EOF1_MAM_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:38:31 ;+ :creation_date = 2026-09-07 01:18:30 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:38:31 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:18:30 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -3.19041 -> -3.19041 | 2.92293 -> 2.92293 | 0.39422 -> 0.39422 | 0 -> 0 | 8.24341e-15 | 2.58381e-15 | 16,259 |
frac noise |
scalar -> scalar | 0.307073 -> 0.307073 | 0.307073 -> 0.307073 | 0.307073 -> 0.307073 | 0 -> 0 | 4.996e-16 | 1.62697e-15 | 1 |
intercept |
91x180 -> 91x180 | -2.52332e-15 -> -2.38303e-15 | 1.8251e-15 -> 1.89831e-15 | -3.05732e-18 -> -3.655e-17 | 0 -> 0 | 5.43128e-16 | 0.215243 | 16,380 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.22459 -> -3.22459 | 2.36973 -> 2.36973 | -2.09476e-18 -> 8.37904e-18 | 0 -> 0 | 1.70974e-14 | 5.3022e-15 | 105 |
slope noise |
91x180 -> 91x180 | -2.869 -> -2.869 | 2.62847 -> 2.62847 | 0.354505 -> 0.354505 | 0 -> 0 | 7.36911e-15 | 2.56853e-15 | 16,245 |
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005.nc
changed
690,880 B -> 690,881 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:55:30 ;+ :creation_date = 2026-09-07 01:20:55 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:55:30 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:20:55 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), EOF1 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.51226 -> -2.51226 | 3.47674 -> 3.47674 | 0.341516 -> 0.341516 | 0 -> 0 | 8.88178e-15 | 2.55463e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.278287 -> 0.278287 | 0.278287 -> 0.278287 | 0.278287 -> 0.278287 | 0 -> 0 | 3.33067e-16 | 1.19685e-15 | 1 |
intercept |
145x192 -> 145x192 | -1.20775e-15 -> -4.48797e-16 | 6.9014e-16 -> 4.38713e-16 | -1.14046e-17 -> -5.81886e-19 | 0 -> 0 | 1.01187e-15 | 0.837821 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.28359 -> -3.28359 | 2.71207 -> 2.71207 | 3.53491e-18 -> -1.1783e-17 | 0 -> 0 | 4.21885e-15 | 1.28483e-15 | 96 |
slope noise |
145x192 -> 145x192 | -2.37366 -> -2.37366 | 3.28492 -> 3.28492 | 0.322673 -> 0.322673 | 0 -> 0 | 9.32587e-15 | 2.839e-15 | 27,840 |
PNA_psl_EOF1_SON_cmip7_ACCESS-ESM1-5_historical_r1i1p1f1_mo_atm_1900-2005_cbf.nc
changed
690,631 B -> 690,632 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 145 ; lon = 192 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:51:15 ;+ :creation_date = 2026-09-07 01:20:44 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:51:15 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 145 ; lon = 192 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:long_name = psl_pseudo_pcs ; pc:comment = Non-scaled pseudo principal components ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1850-01-01 ; time:calendar = proleptic_gregorian ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:20:44 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = CMIP7 ACCESS-ESM1-5 (r1i1p1f1), CBF ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
145x192 -> 145x192 | -2.5398 -> -2.5398 | 3.17477 -> 3.17477 | 0.321531 -> 0.321531 | 0 -> 0 | 9.32587e-15 | 2.9375e-15 | 27,840 |
frac noise |
scalar -> scalar | 0.2641 -> 0.2641 | 0.2641 -> 0.2641 | 0.2641 -> 0.2641 | 0 -> 0 | 2.77556e-16 | 1.05095e-15 | 1 |
intercept |
145x192 -> 145x192 | -6.395e-10 -> -6.395e-10 | 5.11598e-10 -> 5.11598e-10 | -6.47667e-11 -> -6.47667e-11 | 0 -> 0 | 9.27113e-16 | 1.44975e-06 | 27,840 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -3.05469 -> -3.05469 | 2.75879 -> 2.75879 | 1.9443e-10 -> 1.9443e-10 | 0 -> 0 | 2.88658e-15 | 9.44966e-16 | 104 |
slope noise |
145x192 -> 145x192 | -2.63127 -> -2.63127 | 3.2891 -> 3.2891 | 0.33311 -> 0.33311 | 0 -> 0 | 9.76996e-15 | 2.97041e-15 | 27,840 |
PNA_psl_EOF1_SON_obs_1900-2005.nc
changed
415,707 B -> 415,708 B (+1)
old new
Header
xarray.Dataset { dimensions: time = 106 ; lat = 91 ; lon = 180 ; variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ; // global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ;- :creation_date = 2026-07-12 03:39:25 ;+ :creation_date = 2026-09-07 01:18:38 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ; }
old
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-07-12 03:39:25 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
new
xarray.Dataset {dimensions: time = 106 ; lat = 91 ; lon = 180 ;variables: int64 mode() ; mode:long_name = eof_mode_number ; float64 pc(time) ; pc:_FillValue = nan ; pc:comment = Non-scaled time series for principal component of 1th variance mode ; pc:variable = psl ; pc:eof_mode = 1 ; pc:coordinates = mode ; float64 eof(lat, lon) ; eof:_FillValue = nan ; eof:variable = psl ; eof:description = linear regression on global field for teleconnection ; eof:comment = Reconstructed EOF pattern with teleconnection considerations ; eof:eof_mode = 1 ; eof:coordinates = mode ; float64 slope(lat, lon) ; slope:_FillValue = nan ; slope:coordinates = mode ; float64 intercept(lat, lon) ; intercept:_FillValue = nan ; intercept:coordinates = mode ; float64 frac() ; frac:_FillValue = nan ; frac:long_name = variance_fractions ; frac:units = ratio ; frac:coordinates = mode ; float64 time(time) ; time:_FillValue = nan ; time:bounds = time_bnds ; time:axis = T ; time:long_name = time ; time:standard_name = time ; time:units = days since 1800-01-01 ; time:calendar = standard ; float64 lat(lat) ; lat:_FillValue = nan ; lat:bounds = lat_bnds ; lat:units = degrees_north ; lat:axis = Y ; lat:long_name = Latitude ; lat:standard_name = latitude ; float64 lon(lon) ; lon:_FillValue = nan ; lon:bounds = lon_bnds ; lon:units = degrees_east ; lon:axis = X ; lon:long_name = Longitude ; lon:standard_name = longitude ;// global attributes: :title = PCMDI Metrics Package Extratropical Modes of Variability diagnostics ; :author = PCMDI ; :contact = [email protected] ; :creation_date = 2026-09-07 01:18:38 ; :references = Lee, J., K. Sperber, P. Gleckler, C. Bonfils, and K. Taylor, 2019: Quantifying the Agreement Between Observed and Simulated Extratropical Modes of Interannual Variability. Climate Dynamics, 52, 4057-4089, doi: 10.1007/s00382-018-4355-4, Lee, J., K. Sperber, P. Gleckler, K. Taylor, and C. Bonfils, 2021: Benchmarking performance changes in the simulation of extratropical modes of variability across CMIP generations. Journal of Climate, 34, 6945–6969, doi: 10.1175/JCLI-D-20-0832.1, Lee, J., P. J. Gleckler, M.-S. Ahn, A. Ordonez, P. Ullrich, K. R. Sperber, K. E. Taylor, Y. Y. Planton, E. Guilyardi, P. Durack, C. Bonfils, M. D. Zelinka, L.-W. Chao, B. Dong, C. Doutriaux, C. Zhang, T. Vo, J. Boutte, M. F. Wehner, A. G. Pendergrass, D. Kim, Z. Xue, A. T. Wittenberg, and J. Krasting, 2024: Systematic and Objective Evaluation of Earth System Models: PCMDI Metrics Package (PMP) version 3. Geoscientific Model Development, 17, 3919–3948, doi: 10.5194/gmd-17-3919-2024 ; :identifier = 20CR-V2 ;}
| variable | shape | min | max | mean | nan | max abs diff | max rel diff | cells differ |
|---|---|---|---|---|---|---|---|---|
eof noise |
91x180 -> 91x180 | -2.69413 -> -2.69413 | 2.25076 -> 2.25076 | 0.48834 -> 0.48834 | 0 -> 0 | 5.55112e-15 | 2.06045e-15 | 16,380 |
frac |
scalar -> scalar | 0.284446 -> 0.284446 | 0.284446 -> 0.284446 | 0.284446 -> 0.284446 | 0 -> 0 | 0 | 0 | 0 |
intercept |
91x180 -> 91x180 | -2.35079e-15 -> -2.43991e-15 | 2.07042e-15 -> 2.17826e-15 | -7.3511e-18 -> 3.3151e-17 | 0 -> 0 | 7.44929e-16 | 0.316884 | 16,380 |
mode |
scalar -> scalar | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 -> 0 | 0 | 0 | 0 |
pc noise |
106 -> 106 | -2.33217 -> -2.33217 | 1.98851 -> 1.98851 | 7.96009e-17 -> -1.04738e-17 | 0 -> 0 | 2.44249e-15 | 1.0473e-15 | 100 |
slope noise |
91x180 -> 91x180 | -2.86129 -> -2.86129 | 2.39041 -> 2.39041 | 0.51864 -> 0.51864 | 0 -> 0 | 5.77316e-15 | 2.01768e-15 | 16,380 |